{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data block foundations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installing packages:\n",
      "\t.package(path: \"/home/ubuntu/fastai_docs/dev_swift/FastaiNotebook_07_batchnorm\")\n",
      "\t\tFastaiNotebook_07_batchnorm\n",
      "\t.package(path: \"/home/ubuntu/fastai_docs/dev_swift/SwiftCV\")\n",
      "\t\tSwiftCV\n",
      "With SwiftPM flags: []\n",
      "Working in: /tmp/tmp9akl0jug/swift-install\n",
      "Compile Swift Module 'jupyterInstalledPackages' (1 sources)\n",
      "Initializing Swift...\n",
      "Installation complete!\n"
     ]
    }
   ],
   "source": [
    "# Uncomment line below when using Colab (this installs OpenCV4)\n",
    "# %system SwiftCV/install/install_colab.sh\n",
    "%install-location $cwd/swift-install\n",
    "%install '.package(path: \"$cwd/FastaiNotebook_07_batchnorm\")' FastaiNotebook_07_batchnorm\n",
    "%install '.package(path: \"$cwd/SwiftCV\")' SwiftCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "import Path\n",
    "import TensorFlow\n",
    "import Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import FastaiNotebook_07_batchnorm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('inline', 'module://ipykernel.pylab.backend_inline')\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%include \"EnableIPythonDisplay.swift\"\n",
    "IPythonDisplay.shell.enable_matplotlib(\"inline\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image ItemList"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download Imagenette"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First things first, we need to download Imagenette and untar it. What follows is very close to what we did for MNIST."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "public let dataPath = Path.home/\".fastai\"/\"data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "public func downloadImagenette(path: Path = dataPath) -> Path {\n",
    "    let url = \"https://s3.amazonaws.com/fast-ai-imageclas/imagenette-160.tgz\"\n",
    "    let fname = \"imagenette-160\"\n",
    "    let file = path/fname\n",
    "    try! path.mkdir(.p)\n",
    "    if !file.exists {\n",
    "        downloadFile(url, dest:(path/\"\\(fname).tgz\").string)\n",
    "        _ = \"/bin/tar\".shell(\"-xzf\", (path/\"\\(fname).tgz\").string, \"-C\", path.string)\n",
    "    }\n",
    "    return file\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let path = downloadImagenette()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we look at `path.ls()`, we see it returns a list of entries, which are structures with a `kind` and a `path` attribute. The `kind` is an enum that can be `file` or `directory`. `path` then points to the corresponding location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/.fastai/data/imagenette-160/val (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/train (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/models (directory)\r\n"
     ]
    }
   ],
   "source": [
    "for e in path.ls() { print(\"\\(e.path) (\\(e.kind == .directory ? \"directory\": \"file\"))\")}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03888257 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03445777 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03425413 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n01440764 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03028079 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n02979186 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03394916 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n02102040 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03417042 (directory)\r\n",
      "/home/ubuntu/.fastai/data/imagenette-160/val/n03000684 (directory)\r\n"
     ]
    }
   ],
   "source": [
    "for e in (path/\"val\").ls() { print(\"\\(e.path) (\\(e.kind == .directory ? \"directory\": \"file\"))\")}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look inside a class folder (the first class is tench):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let pathTench = path/\"val\"/\"n01440764\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"/home/ubuntu/.fastai/data/imagenette-160/val/n01440764/ILSVRC2012_val_00006697.JPEG\"\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let imgFn = Path.home/\".fastai/data/imagenette-160/val/n01440764/ILSVRC2012_val_00006697.JPEG\"\n",
    "imgFn.string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use opencv to read and resize our images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "import SwiftCV\n",
    "import Foundation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//load the image in memory\n",
    "let imgContent = Data(contentsOf: imgFn.url)\n",
    "// make opencv image\n",
    "var cvImg = imdecode(imgContent)\n",
    "// convert to RGB\n",
    "cvImg = cvtColor(cvImg, nil, ColorConversionCode.COLOR_BGR2RGB)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By converting this image to a tensor then numpy, we can use `plt` to plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "None\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let tensImg = Tensor<UInt8>(cvMat: cvImg)!\n",
    "let numpyImg = tensImg.makeNumpyArray()\n",
    "plt.imshow(numpyImg) \n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grab all the images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have donloaded the data, we need to be able to recursively grab all the filenames in the imagenette folder. The following function walks recursively through the folder and adds the filenames that have the right extension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "public func fetchFiles(path: Path, recurse: Bool = false, extensions: [String]? = nil) -> [Path] {\n",
    "    var res: [Path] = []\n",
    "    for p in try! path.ls(){\n",
    "        if p.kind == .directory && recurse { \n",
    "            res += fetchFiles(path: p.path, recurse: recurse, extensions: extensions)\n",
    "        } else if extensions == nil || extensions!.contains(p.path.extension.lowercased()) {\n",
    "            res.append(p.path)\n",
    "        }\n",
    "    }\n",
    "    return res\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we don't have a generic `open_image` function like in python here, but will be using a specific decode function (here for jpegs, but there is one for gifs or pngs). That's why we limit ourselves to jpeg exensions here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 1072.841281 ms,   min: 1072.841281 ms,   max: 1072.841281 ms\r\n"
     ]
    }
   ],
   "source": [
    "time { let fNames = fetchFiles(path: path, recurse: true, extensions: [\"jpeg\", \"jpg\"]) }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let fNames = fetchFiles(path: path, recurse: true, extensions: [\"jpeg\", \"jpg\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "true\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fNames.count == 13394"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mat\r\n"
     ]
    }
   ],
   "source": [
    "print(type(of: cvImg))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "public protocol ItemBase {\n",
    "    func transform( _ tfms: [(inout Self) -> ()]) -> Self\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public struct Image: ItemBase{\n",
    "    \n",
    "    public var path: Path\n",
    "    public lazy var img: Mat = {\n",
    "        //print(\"Load image in memory\")\n",
    "        return imdecode(try! Data(contentsOf: path.url))\n",
    "    } ()\n",
    "    \n",
    "    public init(_ img: Mat, _ path: Path) {\n",
    "        (self.path,self.img) = (path,img)\n",
    "    }\n",
    "    \n",
    "    public init(_ path: Path) { self.path = path }\n",
    "    \n",
    "    public mutating func show(){\n",
    "        let tensImg = Tensor<UInt8>(cvMat: img)!\n",
    "        let numpyImg = tensImg.makeNumpyArray()\n",
    "        plt.imshow(numpyImg) \n",
    "        plt.axis(\"off\")\n",
    "        plt.show()\n",
    "    }\n",
    "    \n",
    "    public func transform(_ tfms: [(inout Image) -> ()]) -> Image{\n",
    "        var tfmedImg = Image(path)\n",
    "        tfms.forEach() { $0(&tfmedImg) }\n",
    "        return tfmedImg\n",
    "    }\n",
    "    \n",
    "    public mutating func toTensor() -> TF {\n",
    "        return TF(Tensor<UInt8>(cvMat: img)!)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var img = Image(imgFn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ItemList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public struct ItemList<T> where T: ItemBase{\n",
    "    public var items: [T]\n",
    "    public let path: Path\n",
    "    public var tfms: [(inout T) -> ()] = [] \n",
    "    \n",
    "    public init(items: [T], path: Path, tfms: [(inout T) -> ()] = []){\n",
    "        (self.items,self.path,self.tfms) = (items,path,tfms)\n",
    "    }\n",
    "    \n",
    "    public init (_ il: ItemList<T>, newItems: [T]) {\n",
    "        self.init(items: newItems, path: il.path, tfms: il.tfms)\n",
    "    }\n",
    "    \n",
    "    public subscript(index: Int) -> T {\n",
    "        return items[index].transform(tfms)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public protocol InitableFromPath {\n",
    "    init(_ path: Path)\n",
    "}\n",
    "extension Image: InitableFromPath {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public extension ItemList where T: InitableFromPath {\n",
    "    init(fromFolder path: Path, extensions: [String], recurse: Bool = true, tfms: [(inout T) -> ()] = []) {\n",
    "        self.init(items: fetchFiles(path: path, recurse: recurse, extensions: extensions).map { T($0) },\n",
    "                  path:  path,\n",
    "                  tfms: tfms)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let il: ItemList<Image> = ItemList(fromFolder: path, extensions: [\"jpeg\", \"jpg\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var img = il[0]\n",
    "img.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func convertRGB(_ img: inout Image) {\n",
    "    img.img = cvtColor(img.img, nil, ColorConversionCode.COLOR_BGR2RGB)\n",
    "}\n",
    "\n",
    "func resize(_ img: inout Image, size: Int) {\n",
    "    img.img = resize(img.img, nil, Size(size, size), 0, 0, InterpolationFlag.INTER_AREA)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let il: ItemList<Image> = ItemList(fromFolder: path, extensions: [\"jpeg\", \"jpg\"],\n",
    "                                  tfms: [convertRGB, { resize(&$0, size:128) }])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var img = il[0]\n",
    "img.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public struct SplitData<T> where T: ItemBase{\n",
    "    public let train, valid: ItemList<T>\n",
    "    public var path: Path { return train.path }\n",
    "    \n",
    "    public init(train: ItemList<T>, valid: ItemList<T>){\n",
    "        (self.train, self.valid) = (train, valid)\n",
    "    }\n",
    "    \n",
    "    public init(_ il: ItemList<T>, fromFunc: (T) -> Bool){\n",
    "        self.init(train: ItemList(il, newItems: il.items.filter { !fromFunc($0) }),\n",
    "                  valid: ItemList(il, newItems: il.items.filter {  fromFunc($0) }))\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public func grandParentSplitter(fName: Path, valid: String = \"valid\") -> Bool{\n",
    "    return fName.parent.parent.basename() == valid\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let sd = SplitData(il) { grandParentSplitter(fName: $0.path, valid: \"val\") }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var img = sd.train[0]\n",
    "img.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public protocol Processor {\n",
    "    associatedtype Input: ItemBase\n",
    "    associatedtype Output: ItemBase\n",
    "    \n",
    "    mutating func initState(_ items: [Input])\n",
    "    func process1(_ item: Input) -> Output\n",
    "    func deprocess1(_ item: Output) -> Input\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public extension Processor {\n",
    "    func process(_ items: [Input]) -> [Output] {\n",
    "        return items.map { process1($0) }\n",
    "    }\n",
    "    \n",
    "    func deprocess(_ items: [Output]) -> [Input] {\n",
    "        return items.map { deprocess1($0) }\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public struct NoopProcessor<Item>: Processor where Item: ItemBase{\n",
    "    public init() {}\n",
    "   \n",
    "    public mutating func initState(_ items: [Item]) {}\n",
    "    \n",
    "    public func process1  (_ item: Item) -> Item { return item }\n",
    "    public func deprocess1(_ item: Item) -> Item { return item }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "//export\n",
    "extension String: ItemBase {\n",
    "    public func transform(_ tfms: [(inout String) -> ()]) -> (String) { return self }\n",
    "}\n",
    "\n",
    "extension Int: ItemBase {\n",
    "    public func transform(_ tfms: [(inout Int) -> ()]) -> (Int) { return self }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "// export\n",
    "public struct CategoryProcessor: Processor {\n",
    "    public init() {}\n",
    "    public var vocab: [String]? = nil\n",
    "    public var reverseMap: [String: Int]? = nil\n",
    "    \n",
    "    public mutating func initState(_ items: [String]) {\n",
    "        vocab = Array(Set(items)).sorted()\n",
    "        reverseMap = [:]\n",
    "        for (i,x) in vocab!.enumerated() { reverseMap![x] = i }\n",
    "    }\n",
    "    \n",
    "    public func process1  (_ item: String) -> Int { return reverseMap![item]! }\n",
    "    public func deprocess1(_ item: Int) -> String { return vocab![item] }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we build the datasets, we don't need to return a tupe (item, label) but to have the tensor(s) with the items and the tensor(s) with the labels separately."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public struct LabeledItemList<I, L> where I:ItemBase, L: ItemBase{\n",
    "    public var inputs: ItemList<I>\n",
    "    public var labels: ItemList<L>\n",
    "    public var path: Path { return inputs.path }\n",
    "    \n",
    "    public init(inputs: ItemList<I>, labels: ItemList<L>) {\n",
    "        (self.inputs,self.labels) = (inputs,labels)\n",
    "    }\n",
    "    \n",
    "    public subscript(_ i: Int) -> (I, L) {\n",
    "        return (inputs[i], labels[i])\n",
    "    }\n",
    "}\n",
    "\n",
    "public extension LabeledItemList {\n",
    "    init(_ il: ItemList<I>, labelWithFunc f: @escaping (I) -> L) {\n",
    "        self.init(inputs: il, labels: ItemList(items: il.items.map{ f($0) }, path: il.path, tfms: []))\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public func parentLabeler(_ fName: Path) -> String { return fName.parent.basename() }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let ll = LabeledItemList(il, labelWithFunc: { parentLabeler($0.path) })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n03888257\r\n"
     ]
    }
   ],
   "source": [
    "var x = ll[0]\n",
    "x.0.show()\n",
    "print(x.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public func process<PI> (_ il: ItemList<PI.Input>, proc: PI) -> ItemList<PI.Output> where PI: Processor {\n",
    "    return ItemList(items: proc.process(il.items), path: il.path, tfms: [])\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public func process<PI, PL> (_ lil: LabeledItemList<PI.Input, PL.Input>, procInp: PI, procLab: PL) \n",
    "-> LabeledItemList<PI.Output, PL.Output> where PI: Processor, PL: Processor {\n",
    "    return LabeledItemList(\n",
    "        inputs: process(lil.inputs, proc: procInp),\n",
    "        labels: process(lil.labels, proc: procLab)\n",
    "    )\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public struct SplitLabeledData<PI, PL> where PI: Processor, PL: Processor{\n",
    "    public var train, valid: LabeledItemList<PI.Output, PL.Output>\n",
    "    public var path: Path { return train.path }\n",
    "    public var procInp: PI\n",
    "    public var procLab: PL\n",
    "    \n",
    "    public init(_ rawTrain: LabeledItemList<PI.Input,PL.Input>, \n",
    "                _ rawValid: LabeledItemList<PI.Input,PL.Input>,\n",
    "                procInp: inout PI,\n",
    "                procLab: inout PL) {\n",
    "        procInp.initState(rawTrain.inputs.items)\n",
    "        procLab.initState(rawTrain.labels.items)\n",
    "        train = process(rawTrain, procInp: procInp, procLab: procLab)\n",
    "        valid = process(rawValid, procInp: procInp, procLab: procLab)\n",
    "        (self.procInp,self.procLab) = (procInp,procLab)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public extension SplitLabeledData {\n",
    "    init(_ sd: SplitData<PI.Input>, \n",
    "         labelWithFunc f: @escaping (PI.Input) -> PL.Input,\n",
    "         procInp: inout PI,\n",
    "         procLab: inout PL) {\n",
    "        self.init(LabeledItemList(sd.train, labelWithFunc: f),\n",
    "                  LabeledItemList(sd.valid, labelWithFunc: f),\n",
    "                  procInp: &procInp,\n",
    "                  procLab: &procLab)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var procInp = NoopProcessor<Image>()\n",
    "var procLab = CategoryProcessor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var sld = SplitLabeledData(sd, labelWithFunc: { parentLabeler($0.path) }, procInp: &procInp, procLab: &procLab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Labeling loses the transforms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n03888257\r\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var x = sld.train[0]\n",
    "x.0.show()\n",
    "print(sld.procLab.deprocess1(x.1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we add them back"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sld.train.inputs.tfms = [convertRGB, { resize(&$0, size:128) }]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n03888257\r\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var x = sld.train[0]\n",
    "x.0.show()\n",
    "print(sld.procLab.deprocess1(x.1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public extension SplitLabeledData{\n",
    "    mutating func transform(_ tfms: ([(inout PI.Output) -> ()], [(inout PI.Output) -> ()])){\n",
    "        train.inputs.tfms = tfms.0\n",
    "        valid.inputs.tfms = tfms.1\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var sld = SplitLabeledData(sd, labelWithFunc: { parentLabeler($0.path) }, procInp: &procInp, procLab: &procLab)\n",
    "let tfms = [convertRGB, { resize(&$0, size:512) }]\n",
    "sld.transform((tfms, tfms))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n03888257\r\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var x = sld.train[0]\n",
    "x.0.show()\n",
    "print(sld.procLab.deprocess1(x.1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's below doesn't work with that's above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func loadSync(_ n: Int) -> TF {\n",
    "    var imgs: [TF] = []\n",
    "    for i in 1...n { \n",
    "        var img = sld.train[i].0\n",
    "        imgs.append(img.toTensor().expandingShape(at: 0) / 255.0)\n",
    "    }\n",
    "    return TF(concatenating: imgs, alongAxis: 0)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 525.443178 ms,   min: 525.443178 ms,   max: 525.443178 ms\r\n"
     ]
    }
   ],
   "source": [
    "time { let imgs = loadSync(100) }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func loadQSync(_ n: Int) -> [Image] {\n",
    "    var imgs: [Image] = []\n",
    "    let queue = DispatchQueue(label: \"myqueue\")\n",
    "    queue.sync {\n",
    "        for i in 1...n { imgs.append(sld.train[i].0) }\n",
    "    }\n",
    "    return imgs\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 156.429778 ms,   min: 156.429778 ms,   max: 156.429778 ms\r\n"
     ]
    }
   ],
   "source": [
    "time { let imgs = loadQSync(100) }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func loadAsync(_ n: Int) -> [Image] {\n",
    "    var imgs: [Image] = []\n",
    "    let group = DispatchGroup()\n",
    "    group.enter()\n",
    "    let queue = DispatchQueue(label: \"myqueue\")\n",
    "    queue.async {\n",
    "        for i in 1...n { imgs.append(sld.train[i].0) }\n",
    "        group.leave()\n",
    "    }\n",
    "    group.wait()\n",
    "    return imgs\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 161.545611 ms,   min: 161.545611 ms,   max: 161.545611 ms\r\n"
     ]
    }
   ],
   "source": [
    "time { let imgs = loadAsync(100) }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Swift",
   "language": "swift",
   "name": "swift"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
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